This paper examines how physicians in China respond to a pay-for-performance scheme that mismeasures performance. In … to decrease drug expenditure. Using a unique patient-level data from a large Chinese hospital, I find that physicians … inducement hypothesis as physicians in China may receive under-the-counter commission for prescribing certain drugs. I also find …

This paper studies how gifts - monetary or in-kind payments - from drug firms to physicians in the US affect … prescriptions and payments with causal inference and machine learning methods. We find that payments cause physicians to prescribe … more brand drugs, resulting in a cost increase of $30 per dollar received. Responses differ widely across physicians, and …

The overuse of medical services including antibiotics is often blamed on Physician Induced Demand. But since this … patients actively demanding antibiotics, by physicians believing that patients want antibiotics, or by physicians believing …